on-device-browser-agent

Local Browser - Automatización Web con IA en Dispositivo Pronto lanzaremos soporte para runanywhere-web-sdk en nuestro repositorio principal: échale un vistazo: https://github.com/RunanywhereAI/runanywhere-sdks Una extensión de Chrome que utiliza WebLLM para ejecutar automatización web con IA...

MASAPT

MASAPT 🤖 ↔ 🧠 ↔ 🤖 ❗ 免责声明 本工具仅用于学术和研究目的，作为大学课程的一部分。 在未获事先同意的情况下使用 MASAPT 攻击目标是非法的。 开发者对因使用本工具造成的任何损害概不负责，并 谴责任何恶意使用 MASAPT 的行为。本工具目前不适用于任何专业 环境，它只是底层理论模型的 概念验证 。 欢迎来到... 多智能体自动化渗透测试系统 🐱‍💻 探索 → 利用 → 报告 → 📝 一个基于 SPADE 智能体通过 XMPP 通信协调并执行渗透测试的自主系统。 以命令行工具的形式呈现！ 传入 URL，稍等片刻，阅读报告！ MASAPT 是什么？ 它是一个用 Python...

CVE-Factory

CVE-Factory: Scaling Expert-Level Agentic Tasks for Code Security Vulnerability CVE-Factory is a Multi-Agent system for fully automated, end-to-end CVE reproduction. Given CVE records, the system automatically researches details, generates test cases, builds Docker environments, and validates tha...

CVE-2026-57124

PraisonAI is a multi-agent teams system. Prior to 4.6.59, the default UI host applications expose POST /api/mcp/connect without mandatory authentication and accept caller-controlled command and args values that PraisonAIUI passes to StdioMCPClient to start a local process. Because the UI commands...

CVE-2026-57132

PraisonAI is an AI multi-agent framework. Prior to 4.6.62 , setting the PRAISONAI_CALL_AUTH=disabled environment variable causes the verify_token function (in agent_invoke.py) to return immediately, unconditionally bypassing all authentication on the /api/v1/agents/{id}/invoke endpoint. Because t...

CVE-2026-55541

PraisonAI is a multi-agent teams system. Prior to praisonai 4.6.58, praisonai serve agents and praisonai serve unified parse --api-key but createagentsapp and createunifiedapp do not install a credential check. Unauthenticated callers can reach POST /agents and POST /api/v1/agents/id/invoke. This...

CVE-2026-55539

PraisonAI, a multi-agent teams system, exposed its async Jobs API (/api/v1/runs) without authentication prior to version 4.6.51. The create_app function mounted the endpoint with no access control, allowing any reachable caller to submit jobs, read results, cancel runs, or delete jobs using opera...

CVE-2026-55539 PraisonAI: [Auth Bypass] PraisonAI async Jobs API (`/api/v1/runs`) has no authentication — unauthenticated job execution, result theft, cancel and delete

PraisonAI is a multi-agent teams system. Prior to praisonai 4.6.51, the Jobs API createapp function mounts /api/v1/runs without authentication. Any reachable caller can submit jobs, read results, cancel runs, or delete jobs using operator credentials. The fix adds PRAISONAIJOBSAPIKEY middleware f...

CVE-2026-55534 PraisonAI serve agents --api-key is ignored, allowing unauthenticated remote agent execution

PraisonAI is a multi-agent teams system. From praisonai 4.6.34 until 4.6.58, praisonai serve agents accepts --api-key but createagentsapp does not authenticate POST /agents or POST /agents/agentname. A network caller can invoke configured agents without credentials even when an API key was...

ThreatForest: Multi-Agent Attack Tree Generation with Pluggable TTP Framework Mapping

Threat modeling is essential for secure software development, yet manual analysis of cloud-native architectures is slow and demands scarce security expertise. We present ThreatForest, a multi-agent system that generates structured attack trees from source code repositories, maps attack steps to...

Semantic Multi-Agent Intrusion Detection for IoT:Zero-Day and Adversarial Threats with Risk-Aware Reasoning

The rapid proliferation of Internet of Things IoT devices has enabled unprecedented automation and connectivity, but it has also substantially increased the attack surface, exposing networks to sophisticated cyber threats, including zero-day and adversarial intrusions. Traditional Intrusion...

CVE-2026-40113

PraisonAI is a multi-agent teams system. Prior to 4.5.128, deploy.py constructs a single comma-delimited string for the gcloud run deploy --set-env-vars argument by directly interpolating openaimodel, openaikey, and openaibase without validating that these values do not contain commas. gcloud use...

SHIELDS: Automating OS Hardening with Iterative Multi-Agent Remediation

Security misconfigurations remain a leading cause of OS-level compromise, and manually keeping systems compliant with standards like Defense Information Systems Agency DISA Security Technical Implementation Guides STIGs is a tedious and expensive process. Existing compliance automation tools can...

TIBlender: Early-Warning Threat Intelligence from Cross-Platform Social Media Evidence

Cyber threat signals are fragmented across multiple social media platforms, yet no existing approach has fully automated their integration into actionable threat intelligence TI reports. We present TIBlender, a multi-agent system that monitors four platforms X, Reddit, Telegram, and Discord and...

FORGE: Multi-Agent Graduated Exploitation and Detection Engineering

Vulnerability disclosure volumes now far exceed organizational assessment capacity, yet three adjacent research communities proof-of-concept generation, vulnerability prioritization, and detection rule engineering operate largely in isolation. Existing automated exploit generation systems report...

CVE-2026-44335

PraisonAI is a multi-agent teams system. Prior to version 1.6.32, the URL checking logic in PraisonAI has a logical flaw that could be bypassed by attackers, leading to SSRF attacks. This issue has been patched in version 1.6.32...

CVE-2026-40149

PraisonAI is a multi-agent teams system. Prior to 4.5.128, the gateway's /api/approval/allow-list endpoint permits unauthenticated modification of the tool approval allowlist when no authtoken is configured the default. By adding dangerous tool names e.g., shellexec, filewrite to the allowlist, a...

CVE-2026-40148

PraisonAI is a multi-agent teams system. Prior to 4.5.128, the safeextractall function in PraisonAI's recipe registry validates archive members against path traversal attacks but performs no checks on individual member sizes, cumulative extracted size, or member count before calling tar.extractal...

CVE-2026-40114

PraisonAI is a multi-agent teams system. Prior to 4.5.128, the /api/v1/runs endpoint accepts an arbitrary webhookurl in the request body with no URL validation. When a submitted job completes success or failure, the server makes an HTTP POST request to this URL using httpx.AsyncClient. An...

MA-IDS: Multi-Agent RAG Framework for IoT Network Intrusion Detection with an Experience Library

Network Intrusion Detection Systems NIDS face important limitations. Signature-based methods are effective for known attack patterns, but they struggle to detect zero-day attacks and often miss modified variants of previously known attacks, while many machine learning approaches offer limited...